{"id":"W4224211344","doi":"10.3390/app12094181","title":"EEG Oscillatory Power and Complexity for Epileptic Seizure Detection","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université TÉLUQ","funders":"Fonds de recherche du Québec – Nature et technologies; Canada Research Chairs","keywords":"Electroencephalography; Epileptic seizure; Artificial intelligence; Pattern recognition (psychology); Computer science; SIGNAL (programming language); Decision tree; Random forest; Speech recognition; Psychology; Neuroscience","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005694638,0.0001009968,0.0001139291,0.00008962635,0.001471056,0.0001111986,0.0003634113,0.00002027087,0.0001036797],"category_scores_gemma":[0.00004716001,0.00008772311,0.0000325599,0.0003402111,0.0006182632,0.0001073126,0.0002322498,0.0001207247,0.000007608636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000287659,"about_ca_system_score_gemma":0.00003584621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008197058,"about_ca_topic_score_gemma":0.00001102155,"domain_scores_codex":[0.9986861,0.00005403136,0.000132862,0.000515701,0.0003210513,0.0002902336],"domain_scores_gemma":[0.9994274,0.0003101959,0.00007157881,0.0001194849,0.00001000977,0.00006137244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003768945,0.00005347832,0.0001448978,0.00001359928,0.000002633624,0.000001456141,0.001111425,0.0004503527,0.9598795,0.03081134,0.001645231,0.005848402],"study_design_scores_gemma":[0.001563859,0.0022696,0.006585599,0.00001301145,0.00002319061,0.000228047,0.005934382,0.04305246,0.7396634,0.08853297,0.111004,0.001129465],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9889026,0.00003043687,0.001516729,0.0004577657,0.0005297565,0.0003537998,0.00002013647,0.0000945088,0.008094305],"genre_scores_gemma":[0.9975396,0.00000140948,0.0007211171,0.001472615,0.00002936574,0.00008272249,3.977538e-7,0.000006044531,0.0001467073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2202161,"threshold_uncertainty_score":0.9998289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05293289746242903,"score_gpt":0.2780242455106438,"score_spread":0.2250913480482147,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}